{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4e195242",
   "metadata": {},
   "source": [
    "-----\n",
    "* 日期:week09\n",
    "* 课程:数据分析\n",
    "* Author：张智豪\n",
    "-----"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5014e69",
   "metadata": {},
   "source": [
    "# 1. 数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f14ec877",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f71614d",
   "metadata": {},
   "source": [
    "* 请求方法：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9440a082",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "7293edaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050020\",\n",
    "            \"dq\":\"050020\",\n",
    "            \"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1$3\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"z0bz071flsw02izwxhy5b8jue7eee7y8\",\n",
    "            \"fkId\":\"8dvrtmhirdk3wdbhone8thq8dntxfy98\",\n",
    "            \"ckId\":\"v36hi812yao8dawkkai2vuvv06nq2d0b\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "effe5cb5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# headers = {\n",
    "#     'User-Agent':\"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36\"\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bdb8d62c",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '490',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': 'Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d28c3a6",
   "metadata": {},
   "source": [
    "* json.dumps   把python当中的字典 转换成 json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "64c8bc7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e6b861d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '550', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': 'Windows\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4fb160a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5107cb1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "263ed31e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6a484c01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"im...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57816811</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418091349</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"7bcd6f67675b9b1f6042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>[牙齿正畸]</td>\n",
       "      <td>客户经理--齿科正畸产品</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57784639</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418135442</td>\n",
       "      <td>...</td>\n",
       "      <td>recruiting manager</td>\n",
       "      <td>5d639dabd0718579c6ce8cec04u.jpg</td>\n",
       "      <td>f51c1d2e9c63ee702eb20f824463cbc5</td>\n",
       "      <td>5bfe910574719d35745abfa303a.png</td>\n",
       "      <td>7864451.0</td>\n",
       "      <td>3M中国</td>\n",
       "      <td>化工</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7864451/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57157157</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>...</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45177357</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230419105436</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"529552300bc2bc6e160bef405ccde8ba\",\"im...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>40053971</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220919114809</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>604f14de52c864553c987f2203u.png</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"4acca2cffc6204f40e33f8ac54fbf39e\",\"im...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57565197</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230406115341</td>\n",
       "      <td>...</td>\n",
       "      <td>高级人力资源经理</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"f7db13688dbb016edf514c63e89fb1b8\",\"im...</td>\n",
       "      <td>[生物科技]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57310499</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230327134052</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>6423908b3bc4c916d465997108u.png</td>\n",
       "      <td>42d729da7b77447d94ee8f73bffdc0cd</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13113895.0</td>\n",
       "      <td>态创生物</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13113895/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>家居-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668403</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230323102615</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"771cd76556a28fdf9ccf3dc45f6d7696\",\"im...</td>\n",
       "      <td>[旅游产品, to C, OTA, 英文]</td>\n",
       "      <td>产品经理（海外业务）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57485259</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230413145517</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源主管</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>3fcd2f12b166bad5fdacd2bbba7fbaf4</td>\n",
       "      <td>59b6035970324a7f8c9d651306a.jpg</td>\n",
       "      <td>8082331.0</td>\n",
       "      <td>租租车</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8082331/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"883cd419b3e5fda8befa578784e31c32\",\"im...</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>12-21k</td>\n",
       "      <td>广州</td>\n",
       "      <td>42213621</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230131173142</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>cb4f864075f8397e2ebcc61831f46d45</td>\n",
       "      <td>60f0012c66b5e17b60aa022905u.png</td>\n",
       "      <td>8788514.0</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8788514/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>照明-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668045</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230323102239</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>充电-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668245</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230323102443</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"c19a3d02ddef3222e70dc0cfcb4da503\",\"im...</td>\n",
       "      <td>[NFC, 一卡通]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>43004537</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230131145853</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>625e156c9acaf0067ad22cbb08u.jpg</td>\n",
       "      <td>2811825ea5bfeb820b7c63a6104db6fb</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"im...</td>\n",
       "      <td>[工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-13k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46355485</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20221125094722</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源负责人</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1cb765d37bd0684eff1ae1f928339e0b</td>\n",
       "      <td>5bfea0bd74719d2aa34c05b003a.png</td>\n",
       "      <td>9257569.0</td>\n",
       "      <td>广州天迅网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9257569/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"im...</td>\n",
       "      <td>[需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>56099491</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230214160846</td>\n",
       "      <td>...</td>\n",
       "      <td>人力行政实习生</td>\n",
       "      <td>63ec2b240a1ead27bd40dc1505u.png</td>\n",
       "      <td>93dd604f1509212fa3eb4df9e13b6d62</td>\n",
       "      <td>61a5bb22f96ca95918aa2e9206u.png</td>\n",
       "      <td>13001749.0</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"im...</td>\n",
       "      <td>[广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>48652943</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230310175540</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>ba92c288ac646d9975818ed14bd0d05e</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>心血管产品线总经理</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44296619</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230310203843</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6246e8b3bc8c77795d23422d03u.png</td>\n",
       "      <td>1f85cb9fa2d342ded02e1a3cb9420619</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"9f14288df001c0c215bfaefec8d20490\",\"im...</td>\n",
       "      <td>[产品经理, MCS系统, B2B报价系统]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>45039771</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230406101734</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5d541bac4ebeb1284dfb924f06u.jpg</td>\n",
       "      <td>565849ded1b9b95e377539f79c05e41c</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名家具/家居公司</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"b9f180babb88d8c1d6a9d1214a39013b\",\"im...</td>\n",
       "      <td>[电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]</td>\n",
       "      <td>家具产品经理</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>46557423</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220729142500</td>\n",
       "      <td>...</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>a2d2354bf657634e4912f8ab59d2cc03</td>\n",
       "      <td>60646aae992c4240ea9983b905u.png</td>\n",
       "      <td>10239197.0</td>\n",
       "      <td>爆米科技</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/10239197/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"a7c1274d81ffbd5c8fa263ed17de85b1\",\"im...</td>\n",
       "      <td>[产品设计, axure, visio, xmind, erp, 需求分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>44638211</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20211112142054</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>d065b1daa7bcb84ae6c40ac9e0b1d9fc</td>\n",
       "      <td>5fd9ac8a1721db2a11d6bfe501u.png</td>\n",
       "      <td>8947527.0</td>\n",
       "      <td>亮健集团</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8947527/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"abdc4a6288cb408c67afc08fad36a30d\",\"im...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>41293593</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20210723095531</td>\n",
       "      <td>...</td>\n",
       "      <td>广州卓术信息科技有限公司</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>41a7ab5db2267b7a7086e5281ecdcd6d</td>\n",
       "      <td>60f919edecacff0bd07ea1c308u.jpg</td>\n",
       "      <td>9249321.0</td>\n",
       "      <td>卓术信息</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9249321/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"419e123d9f6bdaed6dadb487287a091a\",\"im...</td>\n",
       "      <td>[工具产品, 移动端产品]</td>\n",
       "      <td>产品经理（工具产品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55540905</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230411145606</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘</td>\n",
       "      <td>5de9b8bfcd52473b94f2fba308u.jpg</td>\n",
       "      <td>626782c0f12b3069230926edcca89924</td>\n",
       "      <td>5de9b7cf276e4871f4155d2a08u.jpg</td>\n",
       "      <td>8835306.0</td>\n",
       "      <td>至真信息</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8835306/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（金融类产品）</td>\n",
       "      <td>8-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>41342655</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230316172436</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0042dacfb48178e98761eb2ffb64e351</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（快消品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>54094527</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419084356</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>bfc28207e2f1179886f470d24295fcbf</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"69dd5aa7404662acbf1edd1f3249a09c\",\"im...</td>\n",
       "      <td>[云网编排, 电信]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56928029</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418092851</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘管理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>08e4b7710d87386c452b3baea68b57ec</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"4599fb70152beed2e89ee1fba507436c\",\"im...</td>\n",
       "      <td>[AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...</td>\n",
       "      <td>AI应用产品经理（广州总部）# 90M0115489</td>\n",
       "      <td>17-22k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>44961783</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230403142127</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6307358dfcd8e70344dcd0aa02u.jpeg</td>\n",
       "      <td>650041927c39da8d4d33c7d4c3febfb0</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某上海大型专业服务公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"38182daa8f6bb89c16045c5c81f662c6\",\"im...</td>\n",
       "      <td>[医药行业销售, 市场调研分析, 产品推广]</td>\n",
       "      <td>助理产品经理/产品经理</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>57547393</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419143222</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>642e22d5690f674cbedabe8f08u.png</td>\n",
       "      <td>a33efcbbbe8cac1f4d75bfb2c3670f47</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13493269.0</td>\n",
       "      <td>拱极生物医药(广州)有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13493269/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"ba01035e7babf9fc97cd4b0530f9e3f9\",\"im...</td>\n",
       "      <td>[康复医疗器械, 医疗器械]</td>\n",
       "      <td>医疗器械产品经理</td>\n",
       "      <td>12-18k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>56163467</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230330183032</td>\n",
       "      <td>...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>54d1e762712eb4f6b84c253101a.png</td>\n",
       "      <td>2b7f4d87edb761587300b5916378e16d</td>\n",
       "      <td>5bfe8fc874719d35745a817203a.png</td>\n",
       "      <td>3482038.0</td>\n",
       "      <td>一康医疗</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/3482038/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>代客代理中心产品经理岗（衍生品交易产品经理）</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56773475</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230308105217</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源部</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>f3b6bdf2ce40fc5ff3a020d01df02f01</td>\n",
       "      <td>5bfea60174719d2aa34cf03003a.png</td>\n",
       "      <td>8790445.0</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8790445/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"im...</td>\n",
       "      <td>[IT互联网, 用户研究, 市场调研]</td>\n",
       "      <td>高级产品经理-</td>\n",
       "      <td>18-28k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>41290327</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220317182024</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>3c7809eade2bdcbf731b0e7b4e6639e3</td>\n",
       "      <td>635f3558bc4bee6f5c71877b04u.png</td>\n",
       "      <td>9541320.0</td>\n",
       "      <td>数字广东</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9541320/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广花融资担保公司（筹）产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>57515707</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230418091105</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9224e21535a0770f9d45710a02ad2182</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13183547.0</td>\n",
       "      <td>广州智都投资控股集团有限公司</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13183547/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"34bca69415136074d2e7a31c096a5fc3\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理(妇瘤领域）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>52410465</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230330095031</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>42a2c62bf934a3d99dabcf9dd14166d8</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"a2afe536821a6213835da8f121f93219\",\"im...</td>\n",
       "      <td>[交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...</td>\n",
       "      <td>产品经理岗（信息技术）</td>\n",
       "      <td>10-16k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57365497</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419180107</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>54cbd070baed9f4ed723ded599efb12c</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13126133.0</td>\n",
       "      <td>广州交易所集团有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13126133/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"im...</td>\n",
       "      <td>[Axure, 交互设计, 用户研究]</td>\n",
       "      <td>产品经理（数字化） (MJ001940)</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>57700793</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230411142554</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>d240723b0e912c8397fdbbeae47fcb1b</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>8547388.0</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...</td>\n",
       "      <td>[数据产品, 工具产品]</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-19k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44046273</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230303103708</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>636899c231cd614a2518fd6603u.jpeg</td>\n",
       "      <td>0f67104d9d26e05a63878b22301425ad</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>知名港资快消集团</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"f8e487f9c2ce7cab62cb88e0a323364d\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（护肤品产品经理）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>43415437</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230419100306</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>60eff8fa72adae59b22441f602u.png</td>\n",
       "      <td>36b94f67508835cc9a16a1a712525b2e</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某化妆品企业</td>\n",
       "      <td>个人护理品</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56142583</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419144914</td>\n",
       "      <td>...</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>e36552938188a1aad74c93eafadb8eb7</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>13297665.0</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"8efd3436fa841834351ff05530f680dd\",\"im...</td>\n",
       "      <td>[产品经理, 水稻产品]</td>\n",
       "      <td>水稻产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55890723</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230207162923</td>\n",
       "      <td>...</td>\n",
       "      <td>Senior Recruiter/HRBP</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0b0c90adf9dba7db1c365306d4cf4761</td>\n",
       "      <td>5bfea26774719d2aa34c583003a.png</td>\n",
       "      <td>8929680.0</td>\n",
       "      <td>先正达(中国)投资有限公司</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8929680/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"914c35ca551eeb8c6bc971ec2e264ed1\",\"im...</td>\n",
       "      <td>[金融产品, 基金产品, 金融行业]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>52633051</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20220920181230</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>23e6192b5acc98d4a62a677bdaeb001c</td>\n",
       "      <td>5e68860937483e328d549b2907u.jpg</td>\n",
       "      <td>10212685.0</td>\n",
       "      <td>广州融山信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10212685/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...</td>\n",
       "      <td>{\"imId\":\"fba4b11d39f91cd7cc809655362a8e54\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>电商产品经理(J10169)</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>54170607</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230131151535</td>\n",
       "      <td>...</td>\n",
       "      <td>高级招聘bp</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>22196dddc475ff27dbf195b55ab30d93</td>\n",
       "      <td>62eb718e29badd322a14498d03u.png</td>\n",
       "      <td>8134400.0</td>\n",
       "      <td>LINSY 林氏</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/8134400/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "27  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "28  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
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       "30  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "31  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "32  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "33  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "34  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "35  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "36  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "37  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "38  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "39  %7B%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06n...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"im...   \n",
       "1   {\"imId\":\"7bcd6f67675b9b1f6042c177f0a1d2b1\",\"im...   \n",
       "2   {\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...   \n",
       "3   {\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...   \n",
       "4   {\"imId\":\"529552300bc2bc6e160bef405ccde8ba\",\"im...   \n",
       "5   {\"imId\":\"4acca2cffc6204f40e33f8ac54fbf39e\",\"im...   \n",
       "6   {\"imId\":\"f7db13688dbb016edf514c63e89fb1b8\",\"im...   \n",
       "7   {\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...   \n",
       "8   {\"imId\":\"771cd76556a28fdf9ccf3dc45f6d7696\",\"im...   \n",
       "9   {\"imId\":\"883cd419b3e5fda8befa578784e31c32\",\"im...   \n",
       "10  {\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...   \n",
       "11  {\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...   \n",
       "12  {\"imId\":\"c19a3d02ddef3222e70dc0cfcb4da503\",\"im...   \n",
       "13  {\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"im...   \n",
       "14  {\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"im...   \n",
       "15  {\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"im...   \n",
       "16  {\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"im...   \n",
       "17  {\"imId\":\"9f14288df001c0c215bfaefec8d20490\",\"im...   \n",
       "18  {\"imId\":\"b9f180babb88d8c1d6a9d1214a39013b\",\"im...   \n",
       "19  {\"imId\":\"a7c1274d81ffbd5c8fa263ed17de85b1\",\"im...   \n",
       "20  {\"imId\":\"abdc4a6288cb408c67afc08fad36a30d\",\"im...   \n",
       "21  {\"imId\":\"419e123d9f6bdaed6dadb487287a091a\",\"im...   \n",
       "22  {\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"im...   \n",
       "23  {\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"im...   \n",
       "24  {\"imId\":\"69dd5aa7404662acbf1edd1f3249a09c\",\"im...   \n",
       "25  {\"imId\":\"4599fb70152beed2e89ee1fba507436c\",\"im...   \n",
       "26  {\"imId\":\"38182daa8f6bb89c16045c5c81f662c6\",\"im...   \n",
       "27  {\"imId\":\"ba01035e7babf9fc97cd4b0530f9e3f9\",\"im...   \n",
       "28  {\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"im...   \n",
       "29  {\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"im...   \n",
       "30  {\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...   \n",
       "31  {\"imId\":\"34bca69415136074d2e7a31c096a5fc3\",\"im...   \n",
       "32  {\"imId\":\"a2afe536821a6213835da8f121f93219\",\"im...   \n",
       "33  {\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"im...   \n",
       "34  {\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...   \n",
       "35  {\"imId\":\"f8e487f9c2ce7cab62cb88e0a323364d\",\"im...   \n",
       "36  {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       "37  {\"imId\":\"8efd3436fa841834351ff05530f680dd\",\"im...   \n",
       "38  {\"imId\":\"914c35ca551eeb8c6bc971ec2e264ed1\",\"im...   \n",
       "39  {\"imId\":\"fba4b11d39f91cd7cc809655362a8e54\",\"im...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                       [供应链产品, 数据分析]   \n",
       "1                                              [牙齿正畸]   \n",
       "2                                              [泌尿外科]   \n",
       "3                                  [市场营销, 产品管理, 产品开发]   \n",
       "4                                              [数据分析]   \n",
       "5               [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]   \n",
       "6                                              [生物科技]   \n",
       "7                                              [工具产品]   \n",
       "8                               [旅游产品, to C, OTA, 英文]   \n",
       "9                                              [产品规划]   \n",
       "10                                             [工具产品]   \n",
       "11                                             [工具产品]   \n",
       "12                                         [NFC, 一卡通]   \n",
       "13              [工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]   \n",
       "14              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]   \n",
       "15  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]   \n",
       "16                                                 []   \n",
       "17                             [产品经理, MCS系统, B2B报价系统]   \n",
       "18   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]   \n",
       "19             [产品设计, axure, visio, xmind, erp, 需求分析]   \n",
       "20                                             [数据分析]   \n",
       "21                                      [工具产品, 移动端产品]   \n",
       "22                                                 []   \n",
       "23                                                 []   \n",
       "24                                         [云网编排, 电信]   \n",
       "25  [AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...   \n",
       "26                             [医药行业销售, 市场调研分析, 产品推广]   \n",
       "27                                     [康复医疗器械, 医疗器械]   \n",
       "28                                                 []   \n",
       "29                                [IT互联网, 用户研究, 市场调研]   \n",
       "30                                                 []   \n",
       "31                                                 []   \n",
       "32  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...   \n",
       "33                                [Axure, 交互设计, 用户研究]   \n",
       "34                                       [数据产品, 工具产品]   \n",
       "35                                                 []   \n",
       "36                   [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       "37                                       [产品经理, 水稻产品]   \n",
       "38                                 [金融产品, 基金产品, 金融行业]   \n",
       "39                                                 []   \n",
       "\n",
       "                     job.title  job.salary  job.dq job.jobId  \\\n",
       "0                       产品经理助理    5-7k·13薪  广州-番禺区  57816811   \n",
       "1                 客户经理--齿科正畸产品  10-14k·14薪  广州-天河区  57784639   \n",
       "2                       医药产品经理  25-30k·14薪  广州-越秀区  57157157   \n",
       "3             Product Manager       25-30k      广州  45177357   \n",
       "4                       助理产品经理      16-20k      广州  40053971   \n",
       "5                     数字化产品经理岗      20-40k  广州-天河区  57565197   \n",
       "6                         产品经理  20-40k·14薪  广州-海珠区  57310499   \n",
       "7                      家居-产品经理      15-24k      广州  44668403   \n",
       "8                   产品经理（海外业务）  12-20k·13薪  广州-海珠区  57485259   \n",
       "9                       助理产品经理      12-21k      广州  42213621   \n",
       "10                     照明-产品经理      15-24k      广州  44668045   \n",
       "11                     充电-产品经理      15-24k      广州  44668245   \n",
       "12                        产品经理      20-30k      广州  43004537   \n",
       "13                        产品经理       8-13k  广州-天河区  46355485   \n",
       "14                        产品经理      12-15k  广州-海珠区  56099491   \n",
       "15                        产品经理      15-30k  广州-海珠区  48652943   \n",
       "16                   心血管产品线总经理      30-50k      广州  44296619   \n",
       "17                        产品经理      10-15k  广州-增城区  45039771   \n",
       "18                      家具产品经理  15-30k·13薪  广州-海珠区  46557423   \n",
       "19                        产品经理       7-12k  广州-越秀区  44638211   \n",
       "20                        产品经理  15-20k·13薪      广州  41293593   \n",
       "21                  产品经理（工具产品）      15-25k  广州-天河区  55540905   \n",
       "22                 产品经理（金融类产品）   8-15k·13薪  广州-海珠区  41342655   \n",
       "23                   产品经理（快消品）      15-25k  广州-南沙区  54094527   \n",
       "24                        产品经理      12-25k  广州-天河区  56928029   \n",
       "25  AI应用产品经理（广州总部）# 90M0115489  17-22k·13薪  广州-白云区  44961783   \n",
       "26                 助理产品经理/产品经理   8-16k·13薪  广州-南沙区  57547393   \n",
       "27                    医疗器械产品经理      12-18k  广州-南沙区  56163467   \n",
       "28      代客代理中心产品经理岗（衍生品交易产品经理）      15-30k  广州-天河区  56773475   \n",
       "29                     高级产品经理-  18-28k·16薪      广州  41290327   \n",
       "30             广花融资担保公司（筹）产品经理      10-20k  广州-花都区  57515707   \n",
       "31                  产品经理(妇瘤领域）      20-40k  广州-海珠区  52410465   \n",
       "32                 产品经理岗（信息技术）  10-16k·15薪  广州-越秀区  57365497   \n",
       "33        产品经理（数字化） (MJ001940)      10-18k  广州-黄埔区  57700793   \n",
       "34                   AI应用产品经理   18-19k·15薪      广州  44046273   \n",
       "35               产品经理（护肤品产品经理）      10-15k  广州-白云区  43415437   \n",
       "36                        产品经理      20-30k  广州-越秀区  56142583   \n",
       "37                      水稻产品经理      10-20k  广州-天河区  55890723   \n",
       "38                        产品经理  15-25k·13薪      广州  52633051   \n",
       "39              电商产品经理(J10169)      12-20k      广州  54170607   \n",
       "\n",
       "                                       job.dataPromId job.jobKind  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2   \n",
       "\n",
       "   job.refreshTime  ... recruiter.recruiterTitle  \\\n",
       "0   20230418091349  ...                            \n",
       "1   20230418135442  ...       recruiting manager   \n",
       "2   20230321153342  ...               高级医学信息沟通专员   \n",
       "3   20230419105436  ...                     猎头顾问   \n",
       "4   20220919114809  ...                     招聘经理   \n",
       "5   20230406115341  ...                 高级人力资源经理   \n",
       "6   20230327134052  ...                     招聘专员   \n",
       "7   20230323102615  ...                     猎头顾问   \n",
       "8   20230413145517  ...                   人力资源主管   \n",
       "9   20230131173142  ...                     招聘经理   \n",
       "10  20230323102239  ...                     猎头顾问   \n",
       "11  20230323102443  ...                     猎头顾问   \n",
       "12  20230131145853  ...                     猎头顾问   \n",
       "13  20221125094722  ...                  人力资源负责人   \n",
       "14  20230214160846  ...                  人力行政实习生   \n",
       "15  20230310175540  ...                     招聘专员   \n",
       "16  20230310203843  ...                     猎头顾问   \n",
       "17  20230406101734  ...                     猎头顾问   \n",
       "18  20220729142500  ...                     hrbp   \n",
       "19  20211112142054  ...                     招聘专员   \n",
       "20  20210723095531  ...             广州卓术信息科技有限公司   \n",
       "21  20230411145606  ...                       招聘   \n",
       "22  20230316172436  ...                       HR   \n",
       "23  20230419084356  ...                            \n",
       "24  20230418092851  ...                     招聘管理   \n",
       "25  20230403142127  ...                     猎头顾问   \n",
       "26  20230419143222  ...                     人力资源   \n",
       "27  20230330183032  ...                     人事经理   \n",
       "28  20230308105217  ...                    人力资源部   \n",
       "29  20220317182024  ...                     招聘专员   \n",
       "30  20230418091105  ...                人力资源经理/主管   \n",
       "31  20230330095031  ...                       HR   \n",
       "32  20230419180107  ...                            \n",
       "33  20230411142554  ...                   人力资源专员   \n",
       "34  20230303103708  ...                     猎头顾问   \n",
       "35  20230419100306  ...                     猎头顾问   \n",
       "36  20230419144914  ...                     人事专员   \n",
       "37  20230207162923  ...    Senior Recruiter/HRBP   \n",
       "38  20220920181230  ...                  招聘经理/主管   \n",
       "39  20230131151535  ...                   高级招聘bp   \n",
       "\n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg  c8d145acb0a3162c59941f318d428c38   \n",
       "1    5d639dabd0718579c6ce8cec04u.jpg  f51c1d2e9c63ee702eb20f824463cbc5   \n",
       "2    5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       "3   6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       "4    5f8f9865ea60860b75384fa508u.jpg  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       "5    5f8f9865ea60860b75384fa508u.jpg  957da5d54f0e05cf25285db46809d2f1   \n",
       "6    6423908b3bc4c916d465997108u.png  42d729da7b77447d94ee8f73bffdc0cd   \n",
       "7    6408280fb792580455b2e08001u.png  0dfca8bd388cf67f1995baa6429364e4   \n",
       "8    5f8f9863f6d1ab58476f246a08u.jpg  3fcd2f12b166bad5fdacd2bbba7fbaf4   \n",
       "9    5f8f986bdfb13a7dee342f2108u.jpg  cb4f864075f8397e2ebcc61831f46d45   \n",
       "10   6408280fb792580455b2e08001u.png  0dfca8bd388cf67f1995baa6429364e4   \n",
       "11   6408280fb792580455b2e08001u.png  0dfca8bd388cf67f1995baa6429364e4   \n",
       "12   625e156c9acaf0067ad22cbb08u.jpg  2811825ea5bfeb820b7c63a6104db6fb   \n",
       "13   5f8f9863f6d1ab58476f246a08u.jpg  1cb765d37bd0684eff1ae1f928339e0b   \n",
       "14   63ec2b240a1ead27bd40dc1505u.png  93dd604f1509212fa3eb4df9e13b6d62   \n",
       "15   5f8f986c79c7cc70efbf36c808u.jpg  ba92c288ac646d9975818ed14bd0d05e   \n",
       "16   6246e8b3bc8c77795d23422d03u.png  1f85cb9fa2d342ded02e1a3cb9420619   \n",
       "17   5d541bac4ebeb1284dfb924f06u.jpg  565849ded1b9b95e377539f79c05e41c   \n",
       "18   5f8f9863f6d1ab58476f246a08u.jpg  a2d2354bf657634e4912f8ab59d2cc03   \n",
       "19   5f8f98648dbe6273dcf8515508u.jpg  d065b1daa7bcb84ae6c40ac9e0b1d9fc   \n",
       "20   5f8f986779c7cc70efbf36c008u.jpg  41a7ab5db2267b7a7086e5281ecdcd6d   \n",
       "21   5de9b8bfcd52473b94f2fba308u.jpg  626782c0f12b3069230926edcca89924   \n",
       "22   5f8f9866dfb13a7dee342f1808u.jpg  0042dacfb48178e98761eb2ffb64e351   \n",
       "23   5f8f9866dfb13a7dee342f1808u.jpg  bfc28207e2f1179886f470d24295fcbf   \n",
       "24   5f8f9863f6d1ab58476f246a08u.jpg  08e4b7710d87386c452b3baea68b57ec   \n",
       "25  6307358dfcd8e70344dcd0aa02u.jpeg  650041927c39da8d4d33c7d4c3febfb0   \n",
       "26   642e22d5690f674cbedabe8f08u.png  a33efcbbbe8cac1f4d75bfb2c3670f47   \n",
       "27   54d1e762712eb4f6b84c253101a.png  2b7f4d87edb761587300b5916378e16d   \n",
       "28   5f8f986779c7cc70efbf36c008u.jpg  f3b6bdf2ce40fc5ff3a020d01df02f01   \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       "30   5f8f9865ea60860b75384fa508u.jpg  9224e21535a0770f9d45710a02ad2182   \n",
       "31   5f8f9865ea60860b75384fa508u.jpg  42a2c62bf934a3d99dabcf9dd14166d8   \n",
       "32   5f8f9865ea60860b75384fa508u.jpg  54cbd070baed9f4ed723ded599efb12c   \n",
       "33   5f8f9866dfb13a7dee342f1808u.jpg  d240723b0e912c8397fdbbeae47fcb1b   \n",
       "34  636899c231cd614a2518fd6603u.jpeg  0f67104d9d26e05a63878b22301425ad   \n",
       "35   60eff8fa72adae59b22441f602u.png  36b94f67508835cc9a16a1a712525b2e   \n",
       "36   5f8f9865ea60860b75384fa508u.jpg  e36552938188a1aad74c93eafadb8eb7   \n",
       "37   5f8f9866dfb13a7dee342f1808u.jpg  0b0c90adf9dba7db1c365306d4cf4761   \n",
       "38   5f8f9868f6d1ab58476f24a008u.jpg  23e6192b5acc98d4a62a677bdaeb001c   \n",
       "39   5f8f9866dfb13a7dee342f1808u.jpg  22196dddc475ff27dbf195b55ab30d93   \n",
       "\n",
       "                      comp.compLogo  comp.compId    comp.compName  \\\n",
       "0   6260c4f2d16c9b55d258a16501u.png    9730786.0             京邦集团   \n",
       "1   5bfe910574719d35745abfa303a.png    7864451.0             3M中国   \n",
       "2   5bfe916674719d35745ad29703a.png    8275623.0             康方生物   \n",
       "3   60e2fe0bf3df194a3c48adb502u.png          NaN       某国内大型快消品公司   \n",
       "4   604f14de52c864553c987f2203u.png   12568645.0     江苏知原药业股份有限公司   \n",
       "5   61b07937d0458d53c627567e02u.jpg    8136395.0   广州越秀金融控股集团有限公司   \n",
       "6   61b07937d0458d53c627567e02u.jpg   13113895.0             态创生物   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "8   59b6035970324a7f8c9d651306a.jpg    8082331.0              租租车   \n",
       "9   60f0012c66b5e17b60aa022905u.png    8788514.0              一品红   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州大型互联网公司   \n",
       "13  5bfea0bd74719d2aa34c05b003a.png    9257569.0     广州天迅网络科技有限公司   \n",
       "14  61a5bb22f96ca95918aa2e9206u.png   13001749.0     广东森宝文化实业有限公司   \n",
       "15  624a9b1378302f2c469582d607u.png    8166526.0           广州乐牛游戏   \n",
       "16  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州医疗设备上市公司   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png          NaN     某大型知名家具/家居公司   \n",
       "18  60646aae992c4240ea9983b905u.png   10239197.0             爆米科技   \n",
       "19  5fd9ac8a1721db2a11d6bfe501u.png    8947527.0             亮健集团   \n",
       "20  60f919edecacff0bd07ea1c308u.jpg    9249321.0             卓术信息   \n",
       "21  5de9b7cf276e4871f4155d2a08u.jpg    8835306.0             至真信息   \n",
       "22  624a9b1378302f2c469582d607u.png    8166526.0           广州乐牛游戏   \n",
       "23  61b07937d0458d53c627567e02u.jpg   13103111.0       广州奥昆食品有限公司   \n",
       "24  5bfea2fc74719d2aa34c73fb03a.png     552933.0       广东亿迅科技有限公司   \n",
       "25  60e2fe0bf3df194a3c48adb502u.png          NaN      某上海大型专业服务公司   \n",
       "26  61b07937d0458d53c627567e02u.jpg   13493269.0   拱极生物医药(广州)有限公司   \n",
       "27  5bfe8fc874719d35745a817203a.png    3482038.0             一康医疗   \n",
       "28  5bfea60174719d2aa34cf03003a.png    8790445.0             浦发银行   \n",
       "29  635f3558bc4bee6f5c71877b04u.png    9541320.0             数字广东   \n",
       "30  61b07937d0458d53c627567e02u.jpg   13183547.0   广州智都投资控股集团有限公司   \n",
       "31  5bfe916674719d35745ad29703a.png    8275623.0             康方生物   \n",
       "32  61b07937d0458d53c627567e02u.jpg   13126133.0      广州交易所集团有限公司   \n",
       "33  6242b195ca47ff43908033f907u.png    8547388.0         广电运通金融电子   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png          NaN         知名港资快消集团   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png          NaN           某化妆品企业   \n",
       "36  634f899ab0584d35822417cb06u.png   13297665.0  文峰荟(广州)企业管理有限公司   \n",
       "37  5bfea26774719d2aa34c583003a.png    8929680.0    先正达(中国)投资有限公司   \n",
       "38  5e68860937483e328d549b2907u.jpg   10212685.0     广州融山信息科技有限公司   \n",
       "39  62eb718e29badd322a14498d03u.png    8134400.0         LINSY 林氏   \n",
       "\n",
       "   comp.compIndustry  comp.compScale  \\\n",
       "0        电子/半导体/集成电路        100-499人   \n",
       "1                 化工        10000人以上   \n",
       "2                 制药      2000-5000人   \n",
       "3                 日化      2000-5000人   \n",
       "4                 制药        100-499人   \n",
       "5           基金/证券/期货        100-499人   \n",
       "6               生物技术        100-499人   \n",
       "7               电子商务        100-499人   \n",
       "8                互联网      1000-2000人   \n",
       "9                 制药        500-999人   \n",
       "10              电子商务        100-499人   \n",
       "11              电子商务        100-499人   \n",
       "12               互联网      1000-2000人   \n",
       "13             计算机软件        100-499人   \n",
       "14               工艺品      1000-2000人   \n",
       "15                游戏        500-999人   \n",
       "16              医疗器械        500-999人   \n",
       "17             家具/家居        10000人以上   \n",
       "18              电子商务        500-999人   \n",
       "19              电子商务        500-999人   \n",
       "20              科技金融          50-99人   \n",
       "21               互联网        100-499人   \n",
       "22                游戏        500-999人   \n",
       "23          食品/饮料/酒水      1000-2000人   \n",
       "24             计算机软件      2000-5000人   \n",
       "25            人力资源服务        10000人以上   \n",
       "26             批发/零售           1-49人   \n",
       "27              医疗机构        100-499人   \n",
       "28                银行      2000-5000人   \n",
       "29               互联网      2000-5000人   \n",
       "30           其他商务服务业          50-99人   \n",
       "31                制药      2000-5000人   \n",
       "32          基金/证券/期货        100-499人   \n",
       "33             计算机软件        10000人以上   \n",
       "34          食品/饮料/日化      2000-5000人   \n",
       "35             个人护理品        500-999人   \n",
       "36              电子商务        500-999人   \n",
       "37           农/林/牧/渔      2000-5000人   \n",
       "38             计算机软件        100-499人   \n",
       "39              电子商务     5000-10000人   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/9730786/            NaN  \n",
       "1    https://www.liepin.com/company/7864451/            NaN  \n",
       "2    https://www.liepin.com/company/8275623/           港股上市  \n",
       "3                                                     融资未公开  \n",
       "4   https://www.liepin.com/company/12568645/             D轮  \n",
       "5    https://www.liepin.com/company/8136395/            NaN  \n",
       "6   https://www.liepin.com/company/13113895/             A轮  \n",
       "7                                                        其他  \n",
       "8    https://www.liepin.com/company/8082331/             D轮  \n",
       "9    https://www.liepin.com/company/8788514/         沪深A股上市  \n",
       "10                                                       其他  \n",
       "11                                                       其他  \n",
       "12                                                    融资未公开  \n",
       "13   https://www.liepin.com/company/9257569/          融资未公开  \n",
       "14  https://www.liepin.com/company/13001749/            NaN  \n",
       "15   https://www.liepin.com/company/8166526/            NaN  \n",
       "16                                                      已上市  \n",
       "17                                                      已上市  \n",
       "18  https://www.liepin.com/company/10239197/             B轮  \n",
       "19   https://www.liepin.com/company/8947527/           战略投资  \n",
       "20   https://www.liepin.com/company/9249321/          融资未公开  \n",
       "21   https://www.liepin.com/company/8835306/             A轮  \n",
       "22   https://www.liepin.com/company/8166526/            NaN  \n",
       "23  https://www.liepin.com/company/13103111/            NaN  \n",
       "24    https://www.liepin.com/company/552933/            NaN  \n",
       "25                                                    不需要融资  \n",
       "26  https://www.liepin.com/company/13493269/            NaN  \n",
       "27   https://www.liepin.com/company/3482038/            NaN  \n",
       "28   https://www.liepin.com/company/8790445/            NaN  \n",
       "29   https://www.liepin.com/company/9541320/            NaN  \n",
       "30  https://www.liepin.com/company/13183547/          融资未公开  \n",
       "31   https://www.liepin.com/company/8275623/           港股上市  \n",
       "32  https://www.liepin.com/company/13126133/            NaN  \n",
       "33   https://www.liepin.com/company/8547388/         沪深A股上市  \n",
       "34                                                    融资未公开  \n",
       "35                                                      已上市  \n",
       "36  https://www.liepin.com/company/13297665/            NaN  \n",
       "37   https://www.liepin.com/company/8929680/            NaN  \n",
       "38  https://www.liepin.com/company/10212685/            NaN  \n",
       "39   https://www.liepin.com/company/8134400/             B轮  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "947ebc19",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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